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Pilot Study of An Intracranial Electroencephalography Biomarker of Depressive Symptoms in Epilepsy.

Publication ,  Journal Article
Scangos, KW; Ahmad, HS; Shafi, A; Sellers, KK; Dawes, HE; Krystal, A; Chang, EF
Published in: J Neuropsychiatry Clin Neurosci
2020

OBJECTIVES: Adult patients with epilepsy have an increased prevalence of major depressive disorder (MDD). Intracranial EEG (iEEG) captured during extended inpatient monitoring of patients with treatment-resistant epilepsy offers a particularly promising method to study MDD networks in epilepsy. METHODS: The authors used 24 hours of resting-state iEEG to examine the neural activity patterns within corticolimbic structures that reflected the presence of depressive symptoms in 13 adults with medication-refractory epilepsy. Principal component analysis was performed on the z-scored mean relative power in five standard frequency bands averaged across electrodes within a region. RESULTS: Principal component 3 was a statistically significant predictor of the presence of depressive symptoms (R2=0.35, p=0.014). A balanced logistic classifier model using principal component 3 alone correctly classified 78% of patients as belonging to the group with a high burden of depressive symptoms or a control group with minimal depressive symptoms (sensitivity, 75%; specificity, 80%; area under the curve=0.8, leave-one-out cross validation). Classification was dependent on beta power throughout the corticolimbic network and low-frequency cingulate power. CONCLUSIONS: These finding suggest, for the first time, that neural features across circuits involved in epilepsy may distinguish patients who have depressive symptoms from those who do not. Larger studies are required to validate these findings and to assess their diagnostic utility in MDD.

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Published In

J Neuropsychiatry Clin Neurosci

DOI

EISSN

1545-7222

Publication Date

2020

Volume

32

Issue

2

Start / End Page

185 / 190

Location

United States

Related Subject Headings

  • Psychiatry
  • Principal Component Analysis
  • Pilot Projects
  • Nerve Net
  • Male
  • Limbic System
  • Humans
  • Female
  • Electrocorticography
  • Drug Resistant Epilepsy
 

Citation

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ICMJE
MLA
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Scangos, K. W., Ahmad, H. S., Shafi, A., Sellers, K. K., Dawes, H. E., Krystal, A., & Chang, E. F. (2020). Pilot Study of An Intracranial Electroencephalography Biomarker of Depressive Symptoms in Epilepsy. J Neuropsychiatry Clin Neurosci, 32(2), 185–190. https://doi.org/10.1176/appi.neuropsych.19030081
Scangos, Katherine W., Hasan S. Ahmad, Alia Shafi, Kristin K. Sellers, Heather E. Dawes, Andrew Krystal, and Edward F. Chang. “Pilot Study of An Intracranial Electroencephalography Biomarker of Depressive Symptoms in Epilepsy.J Neuropsychiatry Clin Neurosci 32, no. 2 (2020): 185–90. https://doi.org/10.1176/appi.neuropsych.19030081.
Scangos KW, Ahmad HS, Shafi A, Sellers KK, Dawes HE, Krystal A, et al. Pilot Study of An Intracranial Electroencephalography Biomarker of Depressive Symptoms in Epilepsy. J Neuropsychiatry Clin Neurosci. 2020;32(2):185–90.
Scangos, Katherine W., et al. “Pilot Study of An Intracranial Electroencephalography Biomarker of Depressive Symptoms in Epilepsy.J Neuropsychiatry Clin Neurosci, vol. 32, no. 2, 2020, pp. 185–90. Pubmed, doi:10.1176/appi.neuropsych.19030081.
Scangos KW, Ahmad HS, Shafi A, Sellers KK, Dawes HE, Krystal A, Chang EF. Pilot Study of An Intracranial Electroencephalography Biomarker of Depressive Symptoms in Epilepsy. J Neuropsychiatry Clin Neurosci. 2020;32(2):185–190.
Journal cover image

Published In

J Neuropsychiatry Clin Neurosci

DOI

EISSN

1545-7222

Publication Date

2020

Volume

32

Issue

2

Start / End Page

185 / 190

Location

United States

Related Subject Headings

  • Psychiatry
  • Principal Component Analysis
  • Pilot Projects
  • Nerve Net
  • Male
  • Limbic System
  • Humans
  • Female
  • Electrocorticography
  • Drug Resistant Epilepsy